Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 1874087 |
| Missing cells | 3969791 |
| Missing cells (%) | 9.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 432.5 MiB |
| Average record size in memory | 242.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 21 |
| Categorical | 1 |
Unit_4_Power is highly correlated with Turbine_Guide Vane Opening and 2 other fields | High correlation |
Turbine_Guide Vane Opening is highly correlated with Unit_4_Power and 2 other fields | High correlation |
Turbine_Pressure Drafttube is highly correlated with Unit_4_Power and 2 other fields | High correlation |
Turbine_Pressure Spiral Casing is highly correlated with Turbine_Guide Vane Opening | High correlation |
Bolt_1_Steel tmp is highly correlated with Bolt_4_Tensile and 4 other fields | High correlation |
Bolt_1_Tensile is highly correlated with Bolt_2_Tensile and 7 other fields | High correlation |
Bolt_2_Tensile is highly correlated with Bolt_1_Tensile and 7 other fields | High correlation |
Bolt_3_Tensile is highly correlated with Bolt_1_Tensile and 7 other fields | High correlation |
Bolt_4_Tensile is highly correlated with Bolt_1_Steel tmp and 4 other fields | High correlation |
Bolt_5_Tensile is highly correlated with Bolt_4_Tensile | High correlation |
Bolt_6_Tensile is highly correlated with Bolt_1_Steel tmp and 9 other fields | High correlation |
Bolt_1_Torsion is highly correlated with Bolt_1_Tensile and 7 other fields | High correlation |
Bolt_2_Torsion is highly correlated with Bolt_1_Steel tmp and 8 other fields | High correlation |
Bolt_3_Torsion is highly correlated with Bolt_1_Steel tmp and 9 other fields | High correlation |
Bolt_4_Torsion is highly correlated with Bolt_1_Steel tmp and 9 other fields | High correlation |
Bolt_5_Torsion is highly correlated with Bolt_1_Tensile and 7 other fields | High correlation |
lower_bearing_vib_vrt is highly correlated with Turbine_Pressure Drafttube and 1 other fields | High correlation |
turbine_bearing_vib_vrt is highly correlated with Unit_4_Power and 3 other fields | High correlation |
Unit_4_Power is highly correlated with Unit_4_Reactive Power and 5 other fields | High correlation |
Unit_4_Reactive Power is highly correlated with Unit_4_Power and 3 other fields | High correlation |
Turbine_Guide Vane Opening is highly correlated with Unit_4_Power and 5 other fields | High correlation |
Turbine_Pressure Drafttube is highly correlated with Unit_4_Power and 4 other fields | High correlation |
Turbine_Pressure Spiral Casing is highly correlated with Unit_4_Power and 3 other fields | High correlation |
Turbine_Rotational Speed is highly correlated with Bolt_4_Tensile and 1 other fields | High correlation |
Bolt_1_Steel tmp is highly correlated with Bolt_1_Tensile and 8 other fields | High correlation |
Bolt_1_Tensile is highly correlated with Bolt_1_Steel tmp and 10 other fields | High correlation |
Bolt_2_Tensile is highly correlated with Bolt_1_Steel tmp and 10 other fields | High correlation |
Bolt_3_Tensile is highly correlated with Bolt_1_Steel tmp and 10 other fields | High correlation |
Bolt_4_Tensile is highly correlated with Unit_4_Power and 9 other fields | High correlation |
Bolt_5_Tensile is highly correlated with Unit_4_Power and 7 other fields | High correlation |
Bolt_6_Tensile is highly correlated with Bolt_1_Steel tmp and 10 other fields | High correlation |
Bolt_1_Torsion is highly correlated with Bolt_1_Steel tmp and 8 other fields | High correlation |
Bolt_2_Torsion is highly correlated with Bolt_1_Steel tmp and 8 other fields | High correlation |
Bolt_3_Torsion is highly correlated with Bolt_1_Steel tmp and 9 other fields | High correlation |
Bolt_4_Torsion is highly correlated with Bolt_1_Steel tmp and 8 other fields | High correlation |
Bolt_5_Torsion is highly correlated with Bolt_1_Steel tmp and 8 other fields | High correlation |
lower_bearing_vib_vrt is highly correlated with turbine_bearing_vib_vrt | High correlation |
turbine_bearing_vib_vrt is highly correlated with lower_bearing_vib_vrt | High correlation |
Unit_4_Power is highly correlated with Turbine_Guide Vane Opening and 1 other fields | High correlation |
Turbine_Guide Vane Opening is highly correlated with Unit_4_Power and 1 other fields | High correlation |
Turbine_Pressure Spiral Casing is highly correlated with Turbine_Guide Vane Opening | High correlation |
Bolt_1_Steel tmp is highly correlated with Bolt_2_Torsion and 2 other fields | High correlation |
Bolt_1_Tensile is highly correlated with Bolt_2_Tensile and 6 other fields | High correlation |
Bolt_2_Tensile is highly correlated with Bolt_1_Tensile and 6 other fields | High correlation |
Bolt_3_Tensile is highly correlated with Bolt_1_Tensile and 6 other fields | High correlation |
Bolt_4_Tensile is highly correlated with Bolt_5_Tensile | High correlation |
Bolt_5_Tensile is highly correlated with Bolt_4_Tensile | High correlation |
Bolt_6_Tensile is highly correlated with Bolt_1_Tensile and 6 other fields | High correlation |
Bolt_1_Torsion is highly correlated with Bolt_1_Tensile and 6 other fields | High correlation |
Bolt_2_Torsion is highly correlated with Bolt_1_Steel tmp and 8 other fields | High correlation |
Bolt_3_Torsion is highly correlated with Bolt_1_Steel tmp and 7 other fields | High correlation |
Bolt_4_Torsion is highly correlated with Bolt_1_Steel tmp and 2 other fields | High correlation |
Bolt_5_Torsion is highly correlated with Bolt_1_Tensile and 5 other fields | High correlation |
turbine_bearing_vib_vrt is highly correlated with Unit_4_Power | High correlation |
Unit_4_Power is highly correlated with Unit_4_Reactive Power and 11 other fields | High correlation |
Unit_4_Reactive Power is highly correlated with Unit_4_Power and 7 other fields | High correlation |
Turbine_Guide Vane Opening is highly correlated with Unit_4_Power and 12 other fields | High correlation |
Turbine_Pressure Drafttube is highly correlated with Unit_4_Power and 16 other fields | High correlation |
Turbine_Pressure Spiral Casing is highly correlated with Unit_4_Power and 5 other fields | High correlation |
Turbine_Rotational Speed is highly correlated with Turbine_Guide Vane Opening and 12 other fields | High correlation |
mode is highly correlated with Unit_4_Power and 12 other fields | High correlation |
Bolt_1_Steel tmp is highly correlated with Bolt_1_Tensile and 9 other fields | High correlation |
Bolt_1_Tensile is highly correlated with Unit_4_Power and 18 other fields | High correlation |
Bolt_2_Tensile is highly correlated with Unit_4_Power and 17 other fields | High correlation |
Bolt_3_Tensile is highly correlated with Unit_4_Power and 18 other fields | High correlation |
Bolt_4_Tensile is highly correlated with Unit_4_Power and 15 other fields | High correlation |
Bolt_5_Tensile is highly correlated with Unit_4_Power and 16 other fields | High correlation |
Bolt_6_Tensile is highly correlated with Unit_4_Power and 17 other fields | High correlation |
Bolt_1_Torsion is highly correlated with Unit_4_Reactive Power and 12 other fields | High correlation |
Bolt_2_Torsion is highly correlated with Bolt_1_Steel tmp and 9 other fields | High correlation |
Bolt_3_Torsion is highly correlated with Unit_4_Power and 17 other fields | High correlation |
Bolt_4_Torsion is highly correlated with Turbine_Pressure Drafttube and 14 other fields | High correlation |
Bolt_5_Torsion is highly correlated with Unit_4_Reactive Power and 13 other fields | High correlation |
Bolt_6_Torsion is highly correlated with Unit_4_Reactive Power and 14 other fields | High correlation |
lower_bearing_vib_vrt is highly correlated with Turbine_Pressure Drafttube and 9 other fields | High correlation |
turbine_bearing_vib_vrt is highly correlated with Turbine_Rotational Speed and 1 other fields | High correlation |
Unit_4_Power has 124087 (6.6%) missing values | Missing |
Unit_4_Reactive Power has 124087 (6.6%) missing values | Missing |
Turbine_Guide Vane Opening has 124087 (6.6%) missing values | Missing |
Turbine_Pressure Drafttube has 124087 (6.6%) missing values | Missing |
Turbine_Pressure Spiral Casing has 124087 (6.6%) missing values | Missing |
Turbine_Rotational Speed has 124087 (6.6%) missing values | Missing |
Bolt_1_Steel tmp has 124087 (6.6%) missing values | Missing |
Bolt_1_Tensile has 124087 (6.6%) missing values | Missing |
Bolt_2_Tensile has 124087 (6.6%) missing values | Missing |
Bolt_3_Tensile has 124087 (6.6%) missing values | Missing |
Bolt_4_Tensile has 124087 (6.6%) missing values | Missing |
Bolt_5_Tensile has 124087 (6.6%) missing values | Missing |
Bolt_6_Tensile has 124087 (6.6%) missing values | Missing |
Bolt_1_Torsion has 124087 (6.6%) missing values | Missing |
Bolt_2_Torsion has 124087 (6.6%) missing values | Missing |
Bolt_3_Torsion has 124087 (6.6%) missing values | Missing |
Bolt_4_Torsion has 124087 (6.6%) missing values | Missing |
Bolt_5_Torsion has 124087 (6.6%) missing values | Missing |
Bolt_6_Torsion has 124087 (6.6%) missing values | Missing |
lower_bearing_vib_vrt has 806069 (43.0%) missing values | Missing |
turbine_bearing_vib_vrt has 806069 (43.0%) missing values | Missing |
Turbine_Rotational Speed is highly skewed (γ1 = -33.27484819) | Skewed |
turbine_bearing_vib_vrt is highly skewed (γ1 = 75.51677077) | Skewed |
timepoints has unique values | Unique |
Unit_4_Reactive Power has 250525 (13.4%) zeros | Zeros |
Reproduction
| Analysis started | 2022-03-07 09:17:40.480154 |
|---|---|
| Analysis finished | 2022-03-07 09:24:34.774233 |
| Duration | 6 minutes and 54.29 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 1874087 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.3 MiB |
| Minimum | 1970-12-19 09:51:44 |
|---|---|
| Maximum | 1971-01-25 11:06:48 |
Unit_4_Power
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 1009985 |
|---|---|
| Distinct (%) | 57.7% |
| Missing | 124087 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 297.7542366 |
| Minimum | 0 |
|---|---|
| Maximum | 323.3023321 |
| Zeros | 5220 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 202.4047217 |
| Q1 | 306.905898 |
| median | 309.8456618 |
| Q3 | 311.2798767 |
| 95-th percentile | 311.9127031 |
| Maximum | 323.3023321 |
| Range | 323.3023321 |
| Interquartile range (IQR) | 4.373978713 |
Descriptive statistics
| Standard deviation | 33.87414197 |
|---|---|
| Coefficient of variation (CV) | 0.1137654408 |
| Kurtosis | 21.07544903 |
| Mean | 297.7542366 |
| Median Absolute Deviation (MAD) | 1.564250322 |
| Skewness | -3.925917999 |
| Sum | 521069914.1 |
| Variance | 1147.457494 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 311.3170166 | 33848 | 1.8% |
| 311.3356018 | 25668 | 1.4% |
| 311.2798767 | 24049 | 1.3% |
| 311.4284668 | 17692 | 0.9% |
| 311.4099121 | 16896 | 0.9% |
| 311.354187 | 15350 | 0.8% |
| 311.4656372 | 13205 | 0.7% |
| 311.2241516 | 11247 | 0.6% |
| 311.2612915 | 10882 | 0.6% |
| 311.2055664 | 10494 | 0.6% |
| Other values (1009975) | 1570669 | |
| (Missing) | 124087 | 6.6% |
| Value | Count | Frequency (%) |
| 0 | 5220 | |
| 100.0459271 | 1 | < 0.1% |
| 100.1303577 | 1 | < 0.1% |
| 100.2259783 | 1 | < 0.1% |
| 100.329208 | 1 | < 0.1% |
| 100.3928915 | 1 | < 0.1% |
| 100.5310494 | 1 | < 0.1% |
| 100.6236031 | 1 | < 0.1% |
| 100.8138256 | 1 | < 0.1% |
| 100.8844499 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 323.3023321 | 1 | |
| 323.1609248 | 1 | |
| 323.1358484 | 1 | |
| 322.9969142 | 1 | |
| 322.8718605 | 1 | |
| 322.8329036 | 1 | |
| 322.668893 | 1 | |
| 322.6078725 | 1 | |
| 322.5048824 | 1 | |
| 322.3438845 | 1 |
| Distinct | 1497381 |
|---|---|
| Distinct (%) | 85.6% |
| Missing | 124087 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.989380215 |
| Minimum | -38.1166523 |
|---|---|
| Maximum | 49.10231842 |
| Zeros | 250525 |
| Zeros (%) | 13.4% |
| Negative | 194550 |
| Negative (%) | 10.4% |
| Memory size | 14.3 MiB |
Quantile statistics
| Minimum | -38.1166523 |
|---|---|
| 5-th percentile | -7.928708852 |
| Q1 | 0 |
| median | 6.300166645 |
| Q3 | 11.17088322 |
| 95-th percentile | 17.31713411 |
| Maximum | 49.10231842 |
| Range | 87.21897071 |
| Interquartile range (IQR) | 11.17088322 |
Descriptive statistics
| Standard deviation | 8.155809611 |
|---|---|
| Coefficient of variation (CV) | 1.361711783 |
| Kurtosis | 1.804237267 |
| Mean | 5.989380215 |
| Median Absolute Deviation (MAD) | 5.447398354 |
| Skewness | -0.3736303482 |
| Sum | 10481415.38 |
| Variance | 66.51723042 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 250525 | 13.4% |
| 11.13646126 | 72 | < 0.1% |
| 12.93835735 | 49 | < 0.1% |
| -6.715314388 | 46 | < 0.1% |
| 7.541957378 | 44 | < 0.1% |
| 10.25408936 | 35 | < 0.1% |
| 5.442841053 | 34 | < 0.1% |
| 5.749349117 | 34 | < 0.1% |
| 4.876265526 | 34 | < 0.1% |
| 24.32559776 | 29 | < 0.1% |
| Other values (1497371) | 1499098 | |
| (Missing) | 124087 | 6.6% |
| Value | Count | Frequency (%) |
| -38.1166523 | 1 | |
| -38.06590861 | 1 | |
| -37.99944586 | 1 | |
| -37.93298311 | 1 | |
| -37.86652036 | 1 | |
| -37.74219291 | 1 | |
| -37.52609286 | 1 | |
| -37.43764567 | 1 | |
| -37.12016598 | 1 | |
| -37.11799446 | 1 |
| Value | Count | Frequency (%) |
| 49.10231842 | 1 | |
| 48.87858537 | 1 | |
| 48.80538444 | 1 | |
| 48.48996515 | 1 | |
| 48.47022665 | 1 | |
| 48.13506886 | 1 | |
| 48.10134493 | 1 | |
| 47.79991107 | 1 | |
| 47.71272471 | 1 | |
| 47.43891215 | 1 |
Turbine_Guide Vane Opening
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 1402127 |
|---|---|
| Distinct (%) | 80.1% |
| Missing | 124087 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91.05909656 |
| Minimum | 0 |
|---|---|
| Maximum | 96.18052034 |
| Zeros | 38 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67.38302571 |
| Q1 | 93.31226244 |
| median | 94.04115003 |
| Q3 | 94.484375 |
| 95-th percentile | 94.84641552 |
| Maximum | 96.18052034 |
| Range | 96.18052034 |
| Interquartile range (IQR) | 1.172112556 |
Descriptive statistics
| Standard deviation | 8.714152685 |
|---|---|
| Coefficient of variation (CV) | 0.09569777226 |
| Kurtosis | 28.33090308 |
| Mean | 91.05909656 |
| Median Absolute Deviation (MAD) | 0.4949990462 |
| Skewness | -4.37707176 |
| Sum | 159353419 |
| Variance | 75.93645701 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 94.49375153 | 28931 | 1.5% |
| 94.00624847 | 13717 | 0.7% |
| 94.73125458 | 13052 | 0.7% |
| 94.24375153 | 10176 | 0.5% |
| 94.25624847 | 9103 | 0.5% |
| 93.76875305 | 8988 | 0.5% |
| 94.47812653 | 8620 | 0.5% |
| 94.42812347 | 7952 | 0.4% |
| 94.02187347 | 7804 | 0.4% |
| 94.49687958 | 7794 | 0.4% |
| Other values (1402117) | 1633863 | |
| (Missing) | 124087 | 6.6% |
| Value | Count | Frequency (%) |
| 0 | 38 | |
| 0.008600623439 | 1 | < 0.1% |
| 0.9096623351 | 1 | < 0.1% |
| 0.9159646852 | 1 | < 0.1% |
| 0.9222670352 | 1 | < 0.1% |
| 0.9285693853 | 1 | < 0.1% |
| 0.9348717353 | 1 | < 0.1% |
| 0.9411740854 | 1 | < 0.1% |
| 0.9474764355 | 1 | < 0.1% |
| 0.9506171724 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 96.18052034 | 1 | |
| 96.17994576 | 1 | |
| 96.17987819 | 1 | |
| 96.17898249 | 1 | |
| 96.17831803 | 1 | |
| 96.17815946 | 1 | |
| 96.17637316 | 1 | |
| 96.17610478 | 1 | |
| 96.1760064 | 1 | |
| 96.17562104 | 1 |
Turbine_Pressure Drafttube
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 1750000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 124087 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 157.7164612 |
| Minimum | 135.3587107 |
|---|---|
| Maximum | 273.4938392 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.3 MiB |
Quantile statistics
| Minimum | 135.3587107 |
|---|---|
| 5-th percentile | 145.7232779 |
| Q1 | 148.8042407 |
| median | 151.6418337 |
| Q3 | 156.6875506 |
| 95-th percentile | 218.8935253 |
| Maximum | 273.4938392 |
| Range | 138.1351284 |
| Interquartile range (IQR) | 7.883309872 |
Descriptive statistics
| Standard deviation | 19.09087877 |
|---|---|
| Coefficient of variation (CV) | 0.1210455689 |
| Kurtosis | 7.797569575 |
| Mean | 157.7164612 |
| Median Absolute Deviation (MAD) | 3.43053616 |
| Skewness | 2.914216348 |
| Sum | 276003807.1 |
| Variance | 364.4616522 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 173.955216 | 1 | < 0.1% |
| 148.5086186 | 1 | < 0.1% |
| 148.7775485 | 1 | < 0.1% |
| 148.8770578 | 1 | < 0.1% |
| 148.9765672 | 1 | < 0.1% |
| 149.0760766 | 1 | < 0.1% |
| 149.0827086 | 1 | < 0.1% |
| 148.9437262 | 1 | < 0.1% |
| 148.8029943 | 1 | < 0.1% |
| 148.6622624 | 1 | < 0.1% |
| Other values (1749990) | 1749990 | |
| (Missing) | 124087 | 6.6% |
| Value | Count | Frequency (%) |
| 135.3587107 | 1 | |
| 135.6249435 | 1 | |
| 135.7191445 | 1 | |
| 135.8987052 | 1 | |
| 136.1724669 | 1 | |
| 136.4462286 | 1 | |
| 136.4792851 | 1 | |
| 136.6728658 | 1 | |
| 136.7319851 | 1 | |
| 136.8256205 | 1 |
| Value | Count | Frequency (%) |
| 273.4938392 | 1 | |
| 272.6990992 | 1 | |
| 270.0790287 | 1 | |
| 270.0569608 | 1 | |
| 270.0071045 | 1 | |
| 269.945744 | 1 | |
| 269.4462434 | 1 | |
| 269.4420098 | 1 | |
| 269.1895664 | 1 | |
| 269.089161 | 1 |
Turbine_Pressure Spiral Casing
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 1749996 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 124087 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5312.68101 |
| Minimum | 3621.802561 |
|---|---|
| Maximum | 5512.771511 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.3 MiB |
Quantile statistics
| Minimum | 3621.802561 |
|---|---|
| 5-th percentile | 5285.030474 |
| Q1 | 5298.511469 |
| median | 5303.461626 |
| Q3 | 5316.882461 |
| 95-th percentile | 5388.68032 |
| Maximum | 5512.771511 |
| Range | 1890.96895 |
| Interquartile range (IQR) | 18.37099173 |
Descriptive statistics
| Standard deviation | 29.90342779 |
|---|---|
| Coefficient of variation (CV) | 0.005628688743 |
| Kurtosis | 49.58220875 |
| Mean | 5312.68101 |
| Median Absolute Deviation (MAD) | 6.594533398 |
| Skewness | 0.2229312971 |
| Sum | 9297191767 |
| Variance | 894.2149938 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5303.397525 | 2 | < 0.1% |
| 5303.387409 | 2 | < 0.1% |
| 5303.377292 | 2 | < 0.1% |
| 5303.367176 | 2 | < 0.1% |
| 5310.799181 | 1 | < 0.1% |
| 5309.956679 | 1 | < 0.1% |
| 5309.904585 | 1 | < 0.1% |
| 5310.083669 | 1 | < 0.1% |
| 5310.264621 | 1 | < 0.1% |
| 5310.445573 | 1 | < 0.1% |
| Other values (1749986) | 1749986 | |
| (Missing) | 124087 | 6.6% |
| Value | Count | Frequency (%) |
| 3621.802561 | 1 | |
| 3959.367032 | 1 | |
| 3966.468732 | 1 | |
| 4021.364565 | 1 | |
| 4115.01499 | 1 | |
| 4187.651497 | 1 | |
| 4228.49247 | 1 | |
| 4308.256916 | 1 | |
| 4384.66345 | 1 | |
| 4388.203379 | 1 |
| Value | Count | Frequency (%) |
| 5512.771511 | 1 | |
| 5512.564355 | 1 | |
| 5512.325457 | 1 | |
| 5512.314157 | 1 | |
| 5512.08656 | 1 | |
| 5511.847663 | 1 | |
| 5511.591262 | 1 | |
| 5511.211505 | 1 | |
| 5510.868368 | 1 | |
| 5510.145473 | 1 |
| Distinct | 1622104 |
|---|---|
| Distinct (%) | 92.7% |
| Missing | 124087 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 107.9520735 |
| Minimum | 0.6264305743 |
|---|---|
| Maximum | 108.3687515 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.3 MiB |
Quantile statistics
| Minimum | 0.6264305743 |
|---|---|
| 5-th percentile | 107.9135464 |
| Q1 | 108.0112508 |
| median | 108.0552881 |
| Q3 | 108.0889136 |
| 95-th percentile | 108.1635349 |
| Maximum | 108.3687515 |
| Range | 107.742321 |
| Interquartile range (IQR) | 0.07766285212 |
Descriptive statistics
| Standard deviation | 2.902934824 |
|---|---|
| Coefficient of variation (CV) | 0.02689095938 |
| Kurtosis | 1142.864152 |
| Mean | 107.9520735 |
| Median Absolute Deviation (MAD) | 0.03783035989 |
| Skewness | -33.27484819 |
| Sum | 188916128.7 |
| Variance | 8.42703059 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 108.0562515 | 48552 | 2.6% |
| 108.0374985 | 37531 | 2.0% |
| 108.0687485 | 20441 | 1.1% |
| 108.0437546 | 5399 | 0.3% |
| 107.9000015 | 3599 | 0.2% |
| 108 | 3023 | 0.2% |
| 108.0750046 | 2412 | 0.1% |
| 108.2125015 | 1199 | 0.1% |
| 107.8000031 | 1199 | 0.1% |
| 107.8187485 | 1199 | 0.1% |
| Other values (1622094) | 1625446 | |
| (Missing) | 124087 | 6.6% |
| Value | Count | Frequency (%) |
| 0.6264305743 | 1 | |
| 0.6485792195 | 1 | |
| 0.6707278646 | 1 | |
| 0.6928765098 | 1 | |
| 0.7150251549 | 1 | |
| 0.7371738001 | 1 | |
| 0.7593224452 | 1 | |
| 0.7814710904 | 1 | |
| 0.8036197355 | 1 | |
| 0.8257683807 | 1 |
| Value | Count | Frequency (%) |
| 108.3687515 | 599 | |
| 108.3687442 | 1 | < 0.1% |
| 108.3677251 | 1 | < 0.1% |
| 108.3655792 | 1 | < 0.1% |
| 108.3634329 | 1 | < 0.1% |
| 108.3612865 | 1 | < 0.1% |
| 108.3591401 | 1 | < 0.1% |
| 108.3569938 | 1 | < 0.1% |
| 108.3548474 | 1 | < 0.1% |
| 108.3529029 | 1 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 117.9 MiB |
| operation | |
|---|---|
| start | 5428 |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 8.988414625 |
| Min length | 5 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | operation |
|---|---|
| 2nd row | operation |
| 3rd row | operation |
| 4th row | operation |
| 5th row | operation |
Common Values
| Value | Count | Frequency (%) |
| operation | 1868659 | |
| start | 5428 | 0.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| operation | 1868659 | |
| start | 5428 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Bolt_1_Steel tmp
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 1750000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 124087 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.185046972 |
| Minimum | 2.402152403 |
|---|---|
| Maximum | 4.611985458 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.3 MiB |
Quantile statistics
| Minimum | 2.402152403 |
|---|---|
| 5-th percentile | 2.458961191 |
| Q1 | 2.805073628 |
| median | 3.176575844 |
| Q3 | 3.505449649 |
| 95-th percentile | 4.005146714 |
| Maximum | 4.611985458 |
| Range | 2.209833055 |
| Interquartile range (IQR) | 0.700376021 |
Descriptive statistics
| Standard deviation | 0.4765674752 |
|---|---|
| Coefficient of variation (CV) | 0.1496265139 |
| Kurtosis | -0.3905919406 |
| Mean | 3.185046972 |
| Median Absolute Deviation (MAD) | 0.3406229853 |
| Skewness | 0.2768017746 |
| Sum | 5573832.202 |
| Variance | 0.2271165584 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.133996265 | 1 | < 0.1% |
| 3.404988199 | 1 | < 0.1% |
| 3.411130806 | 1 | < 0.1% |
| 3.40983443 | 1 | < 0.1% |
| 3.410552883 | 1 | < 0.1% |
| 3.410204854 | 1 | < 0.1% |
| 3.409254447 | 1 | < 0.1% |
| 3.408071075 | 1 | < 0.1% |
| 3.406781427 | 1 | < 0.1% |
| 3.406063116 | 1 | < 0.1% |
| Other values (1749990) | 1749990 | |
| (Missing) | 124087 | 6.6% |
| Value | Count | Frequency (%) |
| 2.402152403 | 1 | |
| 2.402194718 | 1 | |
| 2.402227631 | 1 | |
| 2.40223179 | 1 | |
| 2.402299984 | 1 | |
| 2.402336932 | 1 | |
| 2.402427135 | 1 | |
| 2.402502969 | 1 | |
| 2.402528896 | 1 | |
| 2.402550152 | 1 |
| Value | Count | Frequency (%) |
| 4.611985458 | 1 | |
| 4.611737084 | 1 | |
| 4.611481848 | 1 | |
| 4.611148623 | 1 | |
| 4.611059387 | 1 | |
| 4.610971023 | 1 | |
| 4.610854444 | 1 | |
| 4.610783592 | 1 | |
| 4.610511355 | 1 | |
| 4.610351366 | 1 |
Bolt_1_Tensile
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 1750000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 124087 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1613.279392 |
| Minimum | 1522.556555 |
|---|---|
| Maximum | 1640.509705 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.3 MiB |
Quantile statistics
| Minimum | 1522.556555 |
|---|---|
| 5-th percentile | 1601.316467 |
| Q1 | 1604.473336 |
| median | 1611.077385 |
| Q3 | 1618.607052 |
| 95-th percentile | 1634.537949 |
| Maximum | 1640.509705 |
| Range | 117.9531501 |
| Interquartile range (IQR) | 14.13371575 |
Descriptive statistics
| Standard deviation | 10.63793685 |
|---|---|
| Coefficient of variation (CV) | 0.00659398298 |
| Kurtosis | 0.7401239958 |
| Mean | 1613.279392 |
| Median Absolute Deviation (MAD) | 7.173343379 |
| Skewness | 0.508305651 |
| Sum | 2823238937 |
| Variance | 113.1657005 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1598.48139 | 1 | < 0.1% |
| 1618.207407 | 1 | < 0.1% |
| 1618.213005 | 1 | < 0.1% |
| 1618.211214 | 1 | < 0.1% |
| 1618.230514 | 1 | < 0.1% |
| 1618.220018 | 1 | < 0.1% |
| 1618.220179 | 1 | < 0.1% |
| 1618.228924 | 1 | < 0.1% |
| 1618.232789 | 1 | < 0.1% |
| 1618.246639 | 1 | < 0.1% |
| Other values (1749990) | 1749990 | |
| (Missing) | 124087 | 6.6% |
| Value | Count | Frequency (%) |
| 1522.556555 | 1 | |
| 1523.662082 | 1 | |
| 1524.096743 | 1 | |
| 1524.566894 | 1 | |
| 1525.209162 | 1 | |
| 1525.405871 | 1 | |
| 1525.711027 | 1 | |
| 1526.08998 | 1 | |
| 1526.331699 | 1 | |
| 1526.432426 | 1 |
| Value | Count | Frequency (%) |
| 1640.509705 | 1 | |
| 1640.504417 | 1 | |
| 1640.499263 | 1 | |
| 1640.489995 | 1 | |
| 1640.48998 | 1 | |
| 1640.488138 | 1 | |
| 1640.486922 | 1 | |
| 1640.471037 | 1 | |
| 1640.469 | 1 | |
| 1640.467869 | 1 |
Bolt_2_Tensile
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 1750000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 124087 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1490.365362 |
| Minimum | 1425.511174 |
|---|---|
| Maximum | 1505.45494 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.3 MiB |
Quantile statistics
| Minimum | 1425.511174 |
|---|---|
| 5-th percentile | 1482.892944 |
| Q1 | 1484.862421 |
| median | 1489.436049 |
| Q3 | 1493.729896 |
| 95-th percentile | 1503.28517 |
| Maximum | 1505.45494 |
| Range | 79.94376588 |
| Interquartile range (IQR) | 8.867474753 |
Descriptive statistics
| Standard deviation | 6.480422689 |
|---|---|
| Coefficient of variation (CV) | 0.00434821075 |
| Kurtosis | 2.406608923 |
| Mean | 1490.365362 |
| Median Absolute Deviation (MAD) | 4.433842579 |
| Skewness | 0.1449257944 |
| Sum | 2608139384 |
| Variance | 41.99587823 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1480.989917 | 1 | < 0.1% |
| 1493.352266 | 1 | < 0.1% |
| 1493.355012 | 1 | < 0.1% |
| 1493.358591 | 1 | < 0.1% |
| 1493.345825 | 1 | < 0.1% |
| 1493.3368 | 1 | < 0.1% |
| 1493.350303 | 1 | < 0.1% |
| 1493.348812 | 1 | < 0.1% |
| 1493.341376 | 1 | < 0.1% |
| 1493.350925 | 1 | < 0.1% |
| Other values (1749990) | 1749990 | |
| (Missing) | 124087 | 6.6% |
| Value | Count | Frequency (%) |
| 1425.511174 | 1 | |
| 1425.632422 | 1 | |
| 1426.169392 | 1 | |
| 1426.441391 | 1 | |
| 1426.537843 | 1 | |
| 1426.828825 | 1 | |
| 1427.040434 | 1 | |
| 1427.077709 | 1 | |
| 1427.226785 | 1 | |
| 1427.386915 | 1 |
| Value | Count | Frequency (%) |
| 1505.45494 | 1 | |
| 1505.45436 | 1 | |
| 1505.450313 | 1 | |
| 1505.449747 | 1 | |
| 1505.449681 | 1 | |
| 1505.449643 | 1 | |
| 1505.439901 | 1 | |
| 1505.439737 | 1 | |
| 1505.436802 | 1 | |
| 1505.435305 | 1 |
Bolt_3_Tensile
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 1750000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 124087 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1690.255756 |
| Minimum | 1665.702272 |
|---|---|
| Maximum | 1702.324087 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.3 MiB |
Quantile statistics
| Minimum | 1665.702272 |
|---|---|
| 5-th percentile | 1685.132914 |
| Q1 | 1686.002291 |
| median | 1689.644851 |
| Q3 | 1692.937857 |
| 95-th percentile | 1699.1926 |
| Maximum | 1702.324087 |
| Range | 36.62181436 |
| Interquartile range (IQR) | 6.935566244 |
Descriptive statistics
| Standard deviation | 4.674528001 |
|---|---|
| Coefficient of variation (CV) | 0.002765574372 |
| Kurtosis | -0.6365725843 |
| Mean | 1690.255756 |
| Median Absolute Deviation (MAD) | 3.542502031 |
| Skewness | 0.5147094372 |
| Sum | 2957947572 |
| Variance | 21.85121203 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1684.247079 | 1 | < 0.1% |
| 1693.115241 | 1 | < 0.1% |
| 1693.143105 | 1 | < 0.1% |
| 1693.145308 | 1 | < 0.1% |
| 1693.147484 | 1 | < 0.1% |
| 1693.135448 | 1 | < 0.1% |
| 1693.128639 | 1 | < 0.1% |
| 1693.129089 | 1 | < 0.1% |
| 1693.115218 | 1 | < 0.1% |
| 1693.114658 | 1 | < 0.1% |
| Other values (1749990) | 1749990 | |
| (Missing) | 124087 | 6.6% |
| Value | Count | Frequency (%) |
| 1665.702272 | 1 | |
| 1665.869544 | 1 | |
| 1665.999697 | 1 | |
| 1666.101029 | 1 | |
| 1666.162304 | 1 | |
| 1666.23105 | 1 | |
| 1666.280529 | 1 | |
| 1666.315549 | 1 | |
| 1666.34003 | 1 | |
| 1666.342513 | 1 |
| Value | Count | Frequency (%) |
| 1702.324087 | 1 | |
| 1702.323369 | 1 | |
| 1702.310244 | 1 | |
| 1702.306813 | 1 | |
| 1702.305484 | 1 | |
| 1702.305152 | 1 | |
| 1702.30022 | 1 | |
| 1702.298959 | 1 | |
| 1702.297917 | 1 | |
| 1702.293692 | 1 |
Bolt_4_Tensile
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 1750000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 124087 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1602.896568 |
| Minimum | 1549.426775 |
|---|---|
| Maximum | 1608.264342 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.3 MiB |
Quantile statistics
| Minimum | 1549.426775 |
|---|---|
| 5-th percentile | 1599.373564 |
| Q1 | 1602.372687 |
| median | 1603.005521 |
| Q3 | 1603.347662 |
| 95-th percentile | 1606.369163 |
| Maximum | 1608.264342 |
| Range | 58.83756659 |
| Interquartile range (IQR) | 0.9749749708 |
Descriptive statistics
| Standard deviation | 2.264478498 |
|---|---|
| Coefficient of variation (CV) | 0.001412741497 |
| Kurtosis | 103.6899413 |
| Mean | 1602.896568 |
| Median Absolute Deviation (MAD) | 0.4939146549 |
| Skewness | -6.14928541 |
| Sum | 2805068995 |
| Variance | 5.127862869 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1601.359944 | 1 | < 0.1% |
| 1603.41326 | 1 | < 0.1% |
| 1603.415997 | 1 | < 0.1% |
| 1603.425945 | 1 | < 0.1% |
| 1603.429346 | 1 | < 0.1% |
| 1603.425258 | 1 | < 0.1% |
| 1603.436415 | 1 | < 0.1% |
| 1603.429674 | 1 | < 0.1% |
| 1603.422916 | 1 | < 0.1% |
| 1603.425478 | 1 | < 0.1% |
| Other values (1749990) | 1749990 | |
| (Missing) | 124087 | 6.6% |
| Value | Count | Frequency (%) |
| 1549.426775 | 1 | |
| 1552.794642 | 1 | |
| 1553.627662 | 1 | |
| 1553.681779 | 1 | |
| 1553.928783 | 1 | |
| 1553.943732 | 1 | |
| 1554.123458 | 1 | |
| 1554.408331 | 1 | |
| 1554.49042 | 1 | |
| 1554.618405 | 1 |
| Value | Count | Frequency (%) |
| 1608.264342 | 1 | |
| 1608.258578 | 1 | |
| 1608.256255 | 1 | |
| 1608.254293 | 1 | |
| 1608.250929 | 1 | |
| 1608.248372 | 1 | |
| 1608.243641 | 1 | |
| 1608.240286 | 1 | |
| 1608.238261 | 1 | |
| 1608.238231 | 1 |
Bolt_5_Tensile
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 1750000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 124087 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1637.421284 |
| Minimum | 1587.783506 |
|---|---|
| Maximum | 1642.895737 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.3 MiB |
Quantile statistics
| Minimum | 1587.783506 |
|---|---|
| 5-th percentile | 1634.457965 |
| Q1 | 1636.91551 |
| median | 1637.457668 |
| Q3 | 1637.768623 |
| 95-th percentile | 1640.769686 |
| Maximum | 1642.895737 |
| Range | 55.11223126 |
| Interquartile range (IQR) | 0.8531125678 |
Descriptive statistics
| Standard deviation | 2.007034258 |
|---|---|
| Coefficient of variation (CV) | 0.001225728698 |
| Kurtosis | 102.1219391 |
| Mean | 1637.421284 |
| Median Absolute Deviation (MAD) | 0.3727212189 |
| Skewness | -5.814423566 |
| Sum | 2865487246 |
| Variance | 4.028186513 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1635.5857 | 1 | < 0.1% |
| 1637.133235 | 1 | < 0.1% |
| 1637.134181 | 1 | < 0.1% |
| 1637.144921 | 1 | < 0.1% |
| 1637.162256 | 1 | < 0.1% |
| 1637.140685 | 1 | < 0.1% |
| 1637.14882 | 1 | < 0.1% |
| 1637.141754 | 1 | < 0.1% |
| 1637.120305 | 1 | < 0.1% |
| 1637.12933 | 1 | < 0.1% |
| Other values (1749990) | 1749990 | |
| (Missing) | 124087 | 6.6% |
| Value | Count | Frequency (%) |
| 1587.783506 | 1 | |
| 1592.846289 | 1 | |
| 1593.479403 | 1 | |
| 1594.048877 | 1 | |
| 1594.150397 | 1 | |
| 1594.705902 | 1 | |
| 1594.944863 | 1 | |
| 1595.027054 | 1 | |
| 1595.079177 | 1 | |
| 1595.181251 | 1 |
| Value | Count | Frequency (%) |
| 1642.895737 | 1 | |
| 1642.893143 | 1 | |
| 1642.891541 | 1 | |
| 1642.884771 | 1 | |
| 1642.883713 | 1 | |
| 1642.8825 | 1 | |
| 1642.881159 | 1 | |
| 1642.880629 | 1 | |
| 1642.880208 | 1 | |
| 1642.877421 | 1 |
Bolt_6_Tensile
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 1749999 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 124087 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1679.709739 |
| Minimum | 1608.898629 |
|---|---|
| Maximum | 1694.804148 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.3 MiB |
Quantile statistics
| Minimum | 1608.898629 |
|---|---|
| 5-th percentile | 1675.197674 |
| Q1 | 1676.753754 |
| median | 1677.957932 |
| Q3 | 1681.525809 |
| 95-th percentile | 1688.746165 |
| Maximum | 1694.804148 |
| Range | 85.90551874 |
| Interquartile range (IQR) | 4.772054051 |
Descriptive statistics
| Standard deviation | 4.540255719 |
|---|---|
| Coefficient of variation (CV) | 0.002703000175 |
| Kurtosis | 23.74065015 |
| Mean | 1679.709739 |
| Median Absolute Deviation (MAD) | 2.652642392 |
| Skewness | -1.17517669 |
| Sum | 2939492044 |
| Variance | 20.61392199 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1676.665451 | 2 | < 0.1% |
| 1674.848803 | 1 | < 0.1% |
| 1681.749165 | 1 | < 0.1% |
| 1681.771818 | 1 | < 0.1% |
| 1681.772602 | 1 | < 0.1% |
| 1681.771412 | 1 | < 0.1% |
| 1681.770423 | 1 | < 0.1% |
| 1681.782883 | 1 | < 0.1% |
| 1681.790946 | 1 | < 0.1% |
| 1681.779319 | 1 | < 0.1% |
| Other values (1749989) | 1749989 | |
| (Missing) | 124087 | 6.6% |
| Value | Count | Frequency (%) |
| 1608.898629 | 1 | |
| 1609.4855 | 1 | |
| 1609.961804 | 1 | |
| 1610.042362 | 1 | |
| 1610.361362 | 1 | |
| 1610.371012 | 1 | |
| 1610.504435 | 1 | |
| 1610.85755 | 1 | |
| 1610.871875 | 1 | |
| 1610.894111 | 1 |
| Value | Count | Frequency (%) |
| 1694.804148 | 1 | |
| 1694.803815 | 1 | |
| 1694.798371 | 1 | |
| 1694.787269 | 1 | |
| 1694.773863 | 1 | |
| 1694.770364 | 1 | |
| 1694.770325 | 1 | |
| 1694.764145 | 1 | |
| 1694.760149 | 1 | |
| 1694.756176 | 1 |
Bolt_1_Torsion
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 1750000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 124087 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 178.4818931 |
| Minimum | 175.3435812 |
|---|---|
| Maximum | 183.4104736 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.3 MiB |
Quantile statistics
| Minimum | 175.3435812 |
|---|---|
| 5-th percentile | 175.9793868 |
| Q1 | 176.8118688 |
| median | 178.3134175 |
| Q3 | 179.6520081 |
| 95-th percentile | 182.5392164 |
| Maximum | 183.4104736 |
| Range | 8.066892401 |
| Interquartile range (IQR) | 2.840139327 |
Descriptive statistics
| Standard deviation | 2.019695826 |
|---|---|
| Coefficient of variation (CV) | 0.01131597043 |
| Kurtosis | -0.4007311479 |
| Mean | 178.4818931 |
| Median Absolute Deviation (MAD) | 1.381476585 |
| Skewness | 0.7010917208 |
| Sum | 312343313 |
| Variance | 4.079171228 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 175.7584604 | 1 | < 0.1% |
| 179.1624375 | 1 | < 0.1% |
| 179.1569379 | 1 | < 0.1% |
| 179.1611423 | 1 | < 0.1% |
| 179.1661032 | 1 | < 0.1% |
| 179.1607634 | 1 | < 0.1% |
| 179.1602297 | 1 | < 0.1% |
| 179.1581591 | 1 | < 0.1% |
| 179.1618659 | 1 | < 0.1% |
| 179.1586647 | 1 | < 0.1% |
| Other values (1749990) | 1749990 | |
| (Missing) | 124087 | 6.6% |
| Value | Count | Frequency (%) |
| 175.3435812 | 1 | |
| 175.378532 | 1 | |
| 175.4056047 | 1 | |
| 175.4316641 | 1 | |
| 175.4448773 | 1 | |
| 175.4608533 | 1 | |
| 175.4691863 | 1 | |
| 175.4707372 | 1 | |
| 175.4712722 | 1 | |
| 175.4738491 | 1 |
| Value | Count | Frequency (%) |
| 183.4104736 | 1 | |
| 183.410323 | 1 | |
| 183.4094001 | 1 | |
| 183.409156 | 1 | |
| 183.4083843 | 1 | |
| 183.4079877 | 1 | |
| 183.4073432 | 1 | |
| 183.4071537 | 1 | |
| 183.4068824 | 1 | |
| 183.406744 | 1 |
Bolt_2_Torsion
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 1750000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 124087 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 165.7813407 |
| Minimum | 162.9430179 |
|---|---|
| Maximum | 178.8814433 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.3 MiB |
Quantile statistics
| Minimum | 162.9430179 |
|---|---|
| 5-th percentile | 163.038384 |
| Q1 | 163.2179514 |
| median | 164.2139471 |
| Q3 | 165.5471214 |
| 95-th percentile | 175.8824486 |
| Maximum | 178.8814433 |
| Range | 15.93842535 |
| Interquartile range (IQR) | 2.329169987 |
Descriptive statistics
| Standard deviation | 4.113352209 |
|---|---|
| Coefficient of variation (CV) | 0.02481191303 |
| Kurtosis | 1.781098919 |
| Mean | 165.7813407 |
| Median Absolute Deviation (MAD) | 1.010166571 |
| Skewness | 1.793270198 |
| Sum | 290117346.3 |
| Variance | 16.9196664 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 163.956613 | 1 | < 0.1% |
| 165.1905255 | 1 | < 0.1% |
| 165.1892936 | 1 | < 0.1% |
| 165.183759 | 1 | < 0.1% |
| 165.1854751 | 1 | < 0.1% |
| 165.1894893 | 1 | < 0.1% |
| 165.18812 | 1 | < 0.1% |
| 165.1868602 | 1 | < 0.1% |
| 165.1904915 | 1 | < 0.1% |
| 165.1917597 | 1 | < 0.1% |
| Other values (1749990) | 1749990 | |
| (Missing) | 124087 | 6.6% |
| Value | Count | Frequency (%) |
| 162.9430179 | 1 | |
| 162.9432463 | 1 | |
| 162.9437016 | 1 | |
| 162.9449845 | 1 | |
| 162.9450596 | 1 | |
| 162.9451145 | 1 | |
| 162.9458993 | 1 | |
| 162.9465148 | 1 | |
| 162.9468198 | 1 | |
| 162.946855 | 1 |
| Value | Count | Frequency (%) |
| 178.8814433 | 1 | |
| 178.7473342 | 1 | |
| 178.725319 | 1 | |
| 178.7143067 | 1 | |
| 178.6972282 | 1 | |
| 178.6781298 | 1 | |
| 178.6710959 | 1 | |
| 178.6672059 | 1 | |
| 178.6595777 | 1 | |
| 178.6537277 | 1 |
Bolt_3_Torsion
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 1750000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 124087 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 146.2637473 |
| Minimum | 145.715224 |
|---|---|
| Maximum | 147.1180314 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.3 MiB |
Quantile statistics
| Minimum | 145.715224 |
|---|---|
| 5-th percentile | 145.8786761 |
| Q1 | 146.0956022 |
| median | 146.3354643 |
| Q3 | 146.456336 |
| 95-th percentile | 146.5029057 |
| Maximum | 147.1180314 |
| Range | 1.402807389 |
| Interquartile range (IQR) | 0.3607337796 |
Descriptive statistics
| Standard deviation | 0.2145015408 |
|---|---|
| Coefficient of variation (CV) | 0.001466539349 |
| Kurtosis | -0.8349961838 |
| Mean | 146.2637473 |
| Median Absolute Deviation (MAD) | 0.15279629 |
| Skewness | -0.5701053591 |
| Sum | 255961557.8 |
| Variance | 0.04601091099 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 146.2887411 | 1 | < 0.1% |
| 146.188943 | 1 | < 0.1% |
| 146.1918368 | 1 | < 0.1% |
| 146.1965811 | 1 | < 0.1% |
| 146.1917378 | 1 | < 0.1% |
| 146.1949563 | 1 | < 0.1% |
| 146.1938128 | 1 | < 0.1% |
| 146.1920589 | 1 | < 0.1% |
| 146.1916272 | 1 | < 0.1% |
| 146.1867248 | 1 | < 0.1% |
| Other values (1749990) | 1749990 | |
| (Missing) | 124087 | 6.6% |
| Value | Count | Frequency (%) |
| 145.715224 | 1 | |
| 145.7154938 | 1 | |
| 145.7159728 | 1 | |
| 145.7160209 | 1 | |
| 145.7160219 | 1 | |
| 145.7162812 | 1 | |
| 145.7166652 | 1 | |
| 145.7167242 | 1 | |
| 145.716812 | 1 | |
| 145.7169355 | 1 |
| Value | Count | Frequency (%) |
| 147.1180314 | 1 | |
| 147.117774 | 1 | |
| 147.1164118 | 1 | |
| 147.1153823 | 1 | |
| 147.1149978 | 1 | |
| 147.1137265 | 1 | |
| 147.113683 | 1 | |
| 147.1129484 | 1 | |
| 147.1109746 | 1 | |
| 147.1108698 | 1 |
Bolt_4_Torsion
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 1750000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 124087 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 225.7179442 |
| Minimum | 224.3098767 |
|---|---|
| Maximum | 226.0518808 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.3 MiB |
Quantile statistics
| Minimum | 224.3098767 |
|---|---|
| 5-th percentile | 225.3388864 |
| Q1 | 225.6090225 |
| median | 225.7665844 |
| Q3 | 225.8673615 |
| 95-th percentile | 225.9807611 |
| Maximum | 226.0518808 |
| Range | 1.742004035 |
| Interquartile range (IQR) | 0.2583390325 |
Descriptive statistics
| Standard deviation | 0.200180336 |
|---|---|
| Coefficient of variation (CV) | 0.0008868605315 |
| Kurtosis | -0.2610374907 |
| Mean | 225.7179442 |
| Median Absolute Deviation (MAD) | 0.1262145365 |
| Skewness | -0.7190875928 |
| Sum | 395006402.4 |
| Variance | 0.04007216692 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 225.5351697 | 1 | < 0.1% |
| 225.7476448 | 1 | < 0.1% |
| 225.7427307 | 1 | < 0.1% |
| 225.7454286 | 1 | < 0.1% |
| 225.746773 | 1 | < 0.1% |
| 225.7462426 | 1 | < 0.1% |
| 225.7409673 | 1 | < 0.1% |
| 225.7425659 | 1 | < 0.1% |
| 225.7462353 | 1 | < 0.1% |
| 225.7463166 | 1 | < 0.1% |
| Other values (1749990) | 1749990 | |
| (Missing) | 124087 | 6.6% |
| Value | Count | Frequency (%) |
| 224.3098767 | 1 | |
| 224.3737434 | 1 | |
| 224.3978954 | 1 | |
| 224.4151081 | 1 | |
| 224.41933 | 1 | |
| 224.4230077 | 1 | |
| 224.4355138 | 1 | |
| 224.4410244 | 1 | |
| 224.4437647 | 1 | |
| 224.4437794 | 1 |
| Value | Count | Frequency (%) |
| 226.0518808 | 1 | |
| 226.0511382 | 1 | |
| 226.0507419 | 1 | |
| 226.0498193 | 1 | |
| 226.0485401 | 1 | |
| 226.048317 | 1 | |
| 226.0480869 | 1 | |
| 226.0479445 | 1 | |
| 226.0477673 | 1 | |
| 226.0476414 | 1 |
Bolt_5_Torsion
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 1750000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 124087 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 298.6767971 |
| Minimum | 297.7115398 |
|---|---|
| Maximum | 301.2224312 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.3 MiB |
Quantile statistics
| Minimum | 297.7115398 |
|---|---|
| 5-th percentile | 297.789422 |
| Q1 | 298.0816067 |
| median | 298.5405256 |
| Q3 | 299.0896054 |
| 95-th percentile | 300.2391406 |
| Maximum | 301.2224312 |
| Range | 3.510891351 |
| Interquartile range (IQR) | 1.007998715 |
Descriptive statistics
| Standard deviation | 0.7708675946 |
|---|---|
| Coefficient of variation (CV) | 0.00258094235 |
| Kurtosis | 0.01106186409 |
| Mean | 298.6767971 |
| Median Absolute Deviation (MAD) | 0.4672881003 |
| Skewness | 0.9380951222 |
| Sum | 522684394.9 |
| Variance | 0.5942368484 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 297.7802085 | 1 | < 0.1% |
| 298.8143775 | 1 | < 0.1% |
| 298.8211308 | 1 | < 0.1% |
| 298.8168367 | 1 | < 0.1% |
| 298.8170942 | 1 | < 0.1% |
| 298.8179926 | 1 | < 0.1% |
| 298.8182037 | 1 | < 0.1% |
| 298.8172839 | 1 | < 0.1% |
| 298.8200136 | 1 | < 0.1% |
| 298.8252147 | 1 | < 0.1% |
| Other values (1749990) | 1749990 | |
| (Missing) | 124087 | 6.6% |
| Value | Count | Frequency (%) |
| 297.7115398 | 1 | |
| 297.7115937 | 1 | |
| 297.7116184 | 1 | |
| 297.7127984 | 1 | |
| 297.7129533 | 1 | |
| 297.7132616 | 1 | |
| 297.7132856 | 1 | |
| 297.7135645 | 1 | |
| 297.7137372 | 1 | |
| 297.7140912 | 1 |
| Value | Count | Frequency (%) |
| 301.2224312 | 1 | |
| 301.2203018 | 1 | |
| 301.2193116 | 1 | |
| 301.2184059 | 1 | |
| 301.2183803 | 1 | |
| 301.2182164 | 1 | |
| 301.2175469 | 1 | |
| 301.2172161 | 1 | |
| 301.2169331 | 1 | |
| 301.2168893 | 1 |
| Distinct | 1750000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 124087 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 161.8113645 |
| Minimum | 160.8970896 |
|---|---|
| Maximum | 162.976624 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.3 MiB |
Quantile statistics
| Minimum | 160.8970896 |
|---|---|
| 5-th percentile | 161.1481426 |
| Q1 | 161.6467493 |
| median | 161.8120858 |
| Q3 | 162.0740421 |
| 95-th percentile | 162.3514002 |
| Maximum | 162.976624 |
| Range | 2.0795344 |
| Interquartile range (IQR) | 0.4272928019 |
Descriptive statistics
| Standard deviation | 0.3447037678 |
|---|---|
| Coefficient of variation (CV) | 0.002130281571 |
| Kurtosis | -0.3116121044 |
| Mean | 161.8113645 |
| Median Absolute Deviation (MAD) | 0.2407468097 |
| Skewness | -0.4736301849 |
| Sum | 283169887.9 |
| Variance | 0.1188206875 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 161.1480996 | 1 | < 0.1% |
| 162.0544396 | 1 | < 0.1% |
| 162.0617283 | 1 | < 0.1% |
| 162.0589962 | 1 | < 0.1% |
| 162.0585438 | 1 | < 0.1% |
| 162.055692 | 1 | < 0.1% |
| 162.0577664 | 1 | < 0.1% |
| 162.0590497 | 1 | < 0.1% |
| 162.0588858 | 1 | < 0.1% |
| 162.0572106 | 1 | < 0.1% |
| Other values (1749990) | 1749990 | |
| (Missing) | 124087 | 6.6% |
| Value | Count | Frequency (%) |
| 160.8970896 | 1 | |
| 160.8976132 | 1 | |
| 160.8988138 | 1 | |
| 160.8994192 | 1 | |
| 160.8996097 | 1 | |
| 160.9013131 | 1 | |
| 160.901675 | 1 | |
| 160.9022539 | 1 | |
| 160.9028623 | 1 | |
| 160.9028874 | 1 |
| Value | Count | Frequency (%) |
| 162.976624 | 1 | |
| 162.9676729 | 1 | |
| 162.9608995 | 1 | |
| 162.9523019 | 1 | |
| 162.9442148 | 1 | |
| 162.9353303 | 1 | |
| 162.921599 | 1 | |
| 162.920537 | 1 | |
| 162.9176412 | 1 | |
| 162.9176199 | 1 |
| Distinct | 1068018 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 806069 |
| Missing (%) | 43.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1454601354 |
| Minimum | 0.05138795672 |
|---|---|
| Maximum | 1.355756061 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.3 MiB |
Quantile statistics
| Minimum | 0.05138795672 |
|---|---|
| 5-th percentile | 0.1109231054 |
| Q1 | 0.1363742097 |
| median | 0.146724563 |
| Q3 | 0.155554487 |
| 95-th percentile | 0.1701840752 |
| Maximum | 1.355756061 |
| Range | 1.304368104 |
| Interquartile range (IQR) | 0.01918027725 |
Descriptive statistics
| Standard deviation | 0.02508660378 |
|---|---|
| Coefficient of variation (CV) | 0.172463773 |
| Kurtosis | 629.33574 |
| Mean | 0.1454601354 |
| Median Absolute Deviation (MAD) | 0.009476995633 |
| Skewness | 17.04865374 |
| Sum | 155354.0429 |
| Variance | 0.0006293376892 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1724951416 | 1 | < 0.1% |
| 0.1682672292 | 1 | < 0.1% |
| 0.1490280746 | 1 | < 0.1% |
| 0.1439892158 | 1 | < 0.1% |
| 0.1481709258 | 1 | < 0.1% |
| 0.1502288425 | 1 | < 0.1% |
| 0.1541891607 | 1 | < 0.1% |
| 0.1519002253 | 1 | < 0.1% |
| 0.1407354946 | 1 | < 0.1% |
| 0.156135629 | 1 | < 0.1% |
| Other values (1068008) | 1068008 | |
| (Missing) | 806069 |
| Value | Count | Frequency (%) |
| 0.05138795672 | 1 | |
| 0.05167099715 | 1 | |
| 0.05342774736 | 1 | |
| 0.05433658412 | 1 | |
| 0.05638274292 | 1 | |
| 0.05708739015 | 1 | |
| 0.05737469523 | 1 | |
| 0.05766292172 | 1 | |
| 0.05775240277 | 1 | |
| 0.05839368953 | 1 |
| Value | Count | Frequency (%) |
| 1.355756061 | 1 | |
| 1.34008217 | 1 | |
| 1.330238612 | 1 | |
| 1.325803549 | 1 | |
| 1.319440038 | 1 | |
| 1.318587142 | 1 | |
| 1.308208458 | 1 | |
| 1.291531383 | 1 | |
| 1.291493926 | 1 | |
| 1.285068475 | 1 |
turbine_bearing_vib_vrt
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGSKEWED| Distinct | 1068018 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 806069 |
| Missing (%) | 43.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4567642388 |
| Minimum | 0.130049381 |
|---|---|
| Maximum | 53.16383118 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.3 MiB |
Quantile statistics
| Minimum | 0.130049381 |
|---|---|
| 5-th percentile | 0.2507412018 |
| Q1 | 0.4458939975 |
| median | 0.4788168615 |
| Q3 | 0.4995085754 |
| 95-th percentile | 0.5322704876 |
| Maximum | 53.16383118 |
| Range | 53.0337818 |
| Interquartile range (IQR) | 0.05361457784 |
Descriptive statistics
| Standard deviation | 0.242154741 |
|---|---|
| Coefficient of variation (CV) | 0.5301525828 |
| Kurtosis | 9478.955423 |
| Mean | 0.4567642388 |
| Median Absolute Deviation (MAD) | 0.023926605 |
| Skewness | 75.51677077 |
| Sum | 487832.4288 |
| Variance | 0.05863891857 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.5008821654 | 1 | < 0.1% |
| 0.489252971 | 1 | < 0.1% |
| 0.4978817175 | 1 | < 0.1% |
| 0.5025128205 | 1 | < 0.1% |
| 0.4947347608 | 1 | < 0.1% |
| 0.4871516799 | 1 | < 0.1% |
| 0.4997074802 | 1 | < 0.1% |
| 0.5033757285 | 1 | < 0.1% |
| 0.4981138624 | 1 | < 0.1% |
| 0.4886005299 | 1 | < 0.1% |
| Other values (1068008) | 1068008 | |
| (Missing) | 806069 |
| Value | Count | Frequency (%) |
| 0.130049381 | 1 | |
| 0.1389867063 | 1 | |
| 0.1407325201 | 1 | |
| 0.1415781055 | 1 | |
| 0.1435576324 | 1 | |
| 0.1439234403 | 1 | |
| 0.1462742053 | 1 | |
| 0.1465964245 | 1 | |
| 0.1505782504 | 1 | |
| 0.1538892387 | 1 |
| Value | Count | Frequency (%) |
| 53.16383118 | 1 | |
| 43.79242017 | 1 | |
| 43.26769244 | 1 | |
| 42.20679001 | 1 | |
| 39.39128774 | 1 | |
| 37.4242987 | 1 | |
| 34.99716833 | 1 | |
| 31.72098385 | 1 | |
| 29.76136782 | 1 | |
| 28.32149054 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| timepoints | Unit_4_Power | Unit_4_Reactive Power | Turbine_Guide Vane Opening | Turbine_Pressure Drafttube | Turbine_Pressure Spiral Casing | Turbine_Rotational Speed | mode | Bolt_1_Steel tmp | Bolt_1_Tensile | Bolt_2_Tensile | Bolt_3_Tensile | Bolt_4_Tensile | Bolt_5_Tensile | Bolt_6_Tensile | Bolt_1_Torsion | Bolt_2_Torsion | Bolt_3_Torsion | Bolt_4_Torsion | Bolt_5_Torsion | Bolt_6_Torsion | lower_bearing_vib_vrt | turbine_bearing_vib_vrt | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1970-12-19 09:51:44 | 262.204308 | 2.899036 | 82.279976 | 173.955216 | 5310.799181 | 107.964278 | operation | 4.133996 | 1598.481390 | 1480.989917 | 1684.247079 | 1601.359944 | 1635.585700 | 1674.848803 | 175.758460 | 163.956613 | 146.288741 | 225.535170 | 297.780208 | 161.148100 | NaN | NaN |
| 1 | 1970-12-19 09:51:45 | 262.104319 | 3.344630 | 82.277248 | 173.989815 | 5311.219755 | 107.964273 | operation | 4.134078 | 1598.477449 | 1480.989528 | 1684.261611 | 1601.366508 | 1635.588478 | 1674.823883 | 175.755164 | 163.951680 | 146.284164 | 225.527142 | 297.771627 | 161.145094 | NaN | NaN |
| 2 | 1970-12-19 09:51:46 | 262.004330 | 3.790223 | 82.274520 | 174.024413 | 5311.640329 | 107.964269 | operation | 4.134731 | 1598.479316 | 1481.003188 | 1684.270504 | 1601.374254 | 1635.583464 | 1674.841318 | 175.764601 | 163.952007 | 146.283423 | 225.522291 | 297.777115 | 161.144487 | NaN | NaN |
| 3 | 1970-12-19 09:51:47 | 261.904340 | 4.235817 | 82.271792 | 174.059012 | 5312.060902 | 107.964264 | operation | 4.134270 | 1598.490184 | 1481.028827 | 1684.270683 | 1601.383179 | 1635.581384 | 1674.843245 | 175.763157 | 163.953924 | 146.283633 | 225.535827 | 297.772578 | 161.144037 | NaN | NaN |
| 4 | 1970-12-19 09:51:48 | 261.804351 | 4.064759 | 82.269064 | 174.153819 | 5312.405938 | 107.964259 | operation | 4.133583 | 1598.494073 | 1481.059017 | 1684.271062 | 1601.378391 | 1635.591746 | 1674.872300 | 175.760959 | 163.951968 | 146.286946 | 225.534231 | 297.774191 | 161.151967 | NaN | NaN |
| 5 | 1970-12-19 09:51:49 | 261.704362 | 3.170510 | 82.266336 | 174.422046 | 5312.533396 | 107.964254 | operation | 4.134618 | 1598.498916 | 1481.075521 | 1684.276622 | 1601.380601 | 1635.607884 | 1674.924469 | 175.757090 | 163.952534 | 146.292006 | 225.531977 | 297.777180 | 161.148518 | NaN | NaN |
| 6 | 1970-12-19 09:51:50 | 261.604373 | 2.275135 | 82.263608 | 174.701145 | 5312.647213 | 107.964250 | operation | 4.136556 | 1598.494084 | 1481.092801 | 1684.291053 | 1601.386081 | 1635.615492 | 1674.965513 | 175.757416 | 163.950235 | 146.286152 | 225.528883 | 297.775926 | 161.141645 | NaN | NaN |
| 7 | 1970-12-19 09:51:51 | 261.504383 | 1.379760 | 82.260880 | 174.980244 | 5312.761031 | 107.964245 | operation | 4.136061 | 1598.496775 | 1481.113092 | 1684.306545 | 1601.399183 | 1635.617892 | 1674.987875 | 175.765619 | 163.950265 | 146.283837 | 225.529143 | 297.777080 | 161.142129 | NaN | NaN |
| 8 | 1970-12-19 09:51:52 | 261.404394 | 0.484385 | 82.258152 | 175.259344 | 5312.874849 | 107.964240 | operation | 4.134527 | 1598.495544 | 1481.128232 | 1684.312353 | 1601.406199 | 1635.625006 | 1675.019551 | 175.766335 | 163.947296 | 146.282955 | 225.528426 | 297.778951 | 161.147210 | NaN | NaN |
| 9 | 1970-12-19 09:51:53 | 261.304405 | 0.000752 | 82.255425 | 175.512390 | 5312.980966 | 107.964236 | operation | 4.134487 | 1598.512215 | 1481.140318 | 1684.325845 | 1601.403233 | 1635.647680 | 1675.048627 | 175.761973 | 163.953027 | 146.284900 | 225.532589 | 297.770342 | 161.150856 | NaN | NaN |
Last rows
| timepoints | Unit_4_Power | Unit_4_Reactive Power | Turbine_Guide Vane Opening | Turbine_Pressure Drafttube | Turbine_Pressure Spiral Casing | Turbine_Rotational Speed | mode | Bolt_1_Steel tmp | Bolt_1_Tensile | Bolt_2_Tensile | Bolt_3_Tensile | Bolt_4_Tensile | Bolt_5_Tensile | Bolt_6_Tensile | Bolt_1_Torsion | Bolt_2_Torsion | Bolt_3_Torsion | Bolt_4_Torsion | Bolt_5_Torsion | Bolt_6_Torsion | lower_bearing_vib_vrt | turbine_bearing_vib_vrt | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1874077 | 1971-01-25 11:06:39 | 308.564181 | 5.991319 | 94.408981 | 158.134721 | 5281.353945 | 108.057530 | operation | 4.195021 | 1637.415051 | 1504.627128 | 1701.681264 | 1606.291004 | 1640.757472 | 1690.104363 | 183.213624 | 178.080908 | 145.770720 | 225.354055 | 300.676153 | 160.948932 | 0.144755 | 0.495444 |
| 1874078 | 1971-01-25 11:06:40 | 308.594550 | 5.665451 | 94.412318 | 158.064692 | 5281.337848 | 108.057524 | operation | 4.195037 | 1637.390548 | 1504.606888 | 1701.681730 | 1606.264350 | 1640.742364 | 1690.098270 | 183.212339 | 178.081184 | 145.760906 | 225.350832 | 300.670715 | 160.948432 | 0.138979 | 0.491025 |
| 1874079 | 1971-01-25 11:06:41 | 308.624919 | 5.237709 | 94.415655 | 157.994662 | 5281.321750 | 108.057517 | operation | 4.193991 | 1637.379589 | 1504.584609 | 1701.654435 | 1606.271535 | 1640.734883 | 1690.076644 | 183.210993 | 178.083366 | 145.763441 | 225.353740 | 300.679040 | 160.951065 | 0.145112 | 0.486698 |
| 1874080 | 1971-01-25 11:06:42 | 308.655287 | 4.809967 | 94.418992 | 157.924633 | 5281.305653 | 108.057511 | operation | 4.193066 | 1637.385160 | 1504.558810 | 1701.666022 | 1606.277246 | 1640.734150 | 1690.051294 | 183.215709 | 178.078190 | 145.764820 | 225.351832 | 300.677870 | 160.949463 | 0.138911 | 0.495108 |
| 1874081 | 1971-01-25 11:06:43 | 308.685656 | 4.382225 | 94.422329 | 157.885326 | 5281.215929 | 108.057505 | operation | 4.193901 | 1637.395516 | 1504.565687 | 1701.660031 | 1606.271519 | 1640.718269 | 1690.027884 | 183.214837 | 178.083603 | 145.763042 | 225.352981 | 300.671435 | 160.954983 | 0.136835 | 0.497243 |
| 1874082 | 1971-01-25 11:06:44 | 308.716025 | 3.974309 | 94.425666 | 157.927905 | 5280.929965 | 108.057498 | operation | 4.193937 | 1637.386115 | 1504.557822 | 1701.651420 | 1606.276545 | 1640.704071 | 1690.014705 | 183.204777 | 178.082932 | 145.759475 | 225.351989 | 300.667011 | 160.949816 | 0.159366 | 0.491265 |
| 1874083 | 1971-01-25 11:06:45 | 308.746393 | 4.103262 | 94.429003 | 157.974925 | 5280.633358 | 108.057492 | operation | 4.193254 | 1637.365865 | 1504.546091 | 1701.654301 | 1606.271877 | 1640.711250 | 1690.017029 | 183.203293 | 178.082287 | 145.766584 | 225.348279 | 300.674243 | 160.947868 | 0.155962 | 0.497242 |
| 1874084 | 1971-01-25 11:06:46 | 308.776762 | 4.472929 | 94.432340 | 158.021945 | 5280.336751 | 108.057486 | operation | 4.193261 | 1637.384133 | 1504.538696 | 1701.656143 | 1606.250028 | 1640.699142 | 1690.002008 | 183.212397 | 178.081678 | 145.764007 | 225.354785 | 300.674078 | 160.947644 | 0.141150 | 0.501525 |
| 1874085 | 1971-01-25 11:06:47 | 308.807131 | 4.842597 | 94.435677 | 158.068966 | 5280.040144 | 108.057479 | operation | 4.192795 | 1637.357141 | 1504.531582 | 1701.662201 | 1606.245665 | 1640.685782 | 1689.995135 | 183.212669 | 178.080734 | 145.763103 | 225.355483 | 300.675584 | 160.944036 | 0.160915 | 0.508167 |
| 1874086 | 1971-01-25 11:06:48 | 308.837499 | 5.212264 | 94.439014 | 158.115137 | 5279.835631 | 108.057473 | operation | 4.192640 | 1637.344985 | 1504.525065 | 1701.658131 | 1606.286286 | 1640.698392 | 1690.004759 | 183.209714 | 178.084189 | 145.766948 | 225.356568 | 300.675411 | 160.947503 | 0.163011 | 0.512094 |